{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as pl\n",
    "import scipy.signal as signal\n",
    "\n",
    "import sys\n",
    "sys.path.append(\"../ai-sdr\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from Data.opnr import find_data\n",
    "from Data.rawdata import RawData"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "fn = find_data(\"../data\",\"1050.0\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "adsb = RawData(str(fn))\n",
    "adsb.read(end=250e-3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "fd,ext = adsb.tfmap()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x12c31cb10>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pl.imshow(np.abs(fd),extent=ext)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "fn90 = find_data(\"../data\",\"1090.0\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "adsb = RawData(str(fn90))\n",
    "adsb.read(end=-1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x12c3ed110>]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,fd = adsb.spectrum()\n",
    "pl.plot(f,np.abs(fd))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x12c467b10>]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pl.plot(np.abs(adsb.raw))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "wv = signal.resample(adsb.raw,int(len(adsb.raw)/3.84*4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x12c42e150>]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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O2gUA3kEYAdBskSUA/0AYAQAApiKMwOuMi85XSyqqTSoJ0LAAuuPADmrd3IswAlM99/U+DZ6+VlsO55ldFACASQgjXrb1SJ52HM03uxg+4/3NRyVJL31zwOSSALZQNQJ4A2HEi4rPVumB+dt13zvxqqy2ml0cAB5gGIb2nSxSeaXF7KKgEURN30EY8aKisz+2jaiyEEYATzPjYLN2b7bu/vf3+tVbW0xYOuCfCCMA4EafJmRKkg5kF5tcEsB/EEYAwC76TADeQBiBT7i4uy8AoOVwKYzMnTtXffv2VUhIiEaMGKEdO3Y0OH1BQYEmT56sHj16KDg4WAMGDNDq1atdKrA/MxhbGoCfMgxDx/JKZbWyH5PYn7ub02Fk6dKliomJ0fTp05WYmKjIyEiNGjVKubm5NqevrKzUHXfcoWPHjunTTz9Vamqq5s+fr169ejW58AAA73jv+6O6fVacpn25x+yiuE3tTgUwl9NhZM6cOXr44Yc1adIkXXXVVZo3b57atWunBQsW2Jx+wYIFys/P18qVK3XzzTerb9++uu222xQZGdnkwvszRnYE/EtLPxN+ZV2qJOnDbekml8Q3FZ2tMrsIfs2pMFJZWamEhARFR0f/+AaBgYqOjlZ8fLzNeb788ktFRUVp8uTJCg8P1+DBg/Xiiy/KYrHfB7+iokJFRUV1HgAA+IqAWmeU728+qmv+sU4fbT9uYon8m1NhJC8vTxaLReHh4XWeDw8PV3Z2ts150tLS9Omnn8pisWj16tX6+9//rtmzZ+v555+3u5yZM2cqLCys5hEREeFMMX1WCz+xalBz/G7ySio0aeEOrd1re9uAbzMMQ1YXhgOi1rPlee7rfZKkZ1Y0n0tY3ubx3jRWq1XdunXTu+++q+HDh2v8+PF65plnNG/ePLvzTJ06VYWFhTWPjIwMTxfT6wIY+6/Ze3H1fm1MPaU/fpBgdlHggikfJ2npzua37wF8UStnJu7SpYuCgoKUk5NT5/mcnBx1797d5jw9evRQ69atFRQUVPPcoEGDlJ2drcrKSrVp06bePMHBwQoODnamaIDPySupNLsIaIJVKVlmFwFoMZyqGWnTpo2GDx+u2NjYmuesVqtiY2MVFRVlc56bb75Zhw8flrVWfefBgwfVo0cPm0GkpaAqFwCAc5y+TBMTE6P58+frP//5j/bv369HH31UpaWlmjRpkiRpwoQJmjp1as30jz76qPLz8/XYY4/p4MGDWrVqlV588UVNnjzZfZ8Cfq85thkBfMXuEwVauOUoY4S4UUvvXeVuTl2mkaTx48fr1KlTmjZtmrKzszV06FCtWbOmplFrenq6AgN/zDgRERFau3atnnjiCV1zzTXq1auXHnvsMT355JPu+xTwe2zWgOf84s1zN+0La9ta91zb2+TSAPU5HUYkacqUKZoyZYrN1+Li4uo9FxUVpW3btrmyqGalsPzHfuh5JRXq3amdiaWBp3HmBF+TmuP6zfu4sgxP4t40XmStdXDiOAVftfVwnp5ekaLSCkandAUHbcB5LtWMAGi+HnhvuyQpNKS1nhp9pcml8T+cZwDOo2bEi6gNgT/JOFNmdhF8SnPYfvPpbg4fRRiB19naqdO+AvC85QknzC4CYBNhxIsYWwTwMrY5eAinT+5FGAEAAKYijHgRVyIA+CtqduFJhBEvYmMGmj82c8B5hBEv4k69gJdRG+k27L/cx2o1dLqkwuxi+BTCCACvsFgN/XAsX+WVFrOLApjqfz9K1PDnN2hb2mmzi+IzCCNeZHCa1qLQRqiudzYd0a/nxeuhxT+YXRTAVGv2ZkuS3vs+zeSS+A7CiEla8oHKVtuZlvx9tBQfxh+XJG05zNkggLoIIyahMWvzR02Y/+K+PGgMJ1DuRRgBgIsczi2p91xLP/ZwAgVPIozAJ1CL0PyZsoZNOIBy0AacRxgBPMRfqnHLKrkkAcBchBEvqt1P318OVGje/vHlXl01ba1+OJZvdlGaDbZtOIrfyo8II0ALtmjrMUnSrLWp5hYEQItGGAHgFf50Fthc2300188F/0cY8aLajTSbw07BYjX04ur92rAvp8nv5U8HKgAw2Gm5FWHEJM3hd/xFcqbe3ZSmhxbvNLsoAAA/RhjxouZ2o6nsorNmF8Gn+XvgPJxTf6wNNK451Hra0kw/FnwEYcRNqizWRqdhLA34KlsH0NScYrcug98/UBdbxI8II27w5a6T+skz32hlUqbD8zSHs6fC8iqziwA/4u81Rc0B6wC+ijDSBG/EHtLH29P1f58kSZIeX5rc4PTNbZyRd75z7Y6Ttj77IRvDbwNmsXVJlQaLgOe0MrsAvqyy2qqMM2Xq37V9zXPZhWd15FSJuoeFaPb6g069X+3aEKqsAd/VXLfPptTIBjSH6lz4LMJIAwY8+40k6V//7xrdd32EJOnGmbGSpD/fMcC0cpnpo+3HlXD8jF65N9Kryz1dUqFL2wd7dZlN1RwOaIZhqKi8WmHtWptdFLgBcaJ5MgxD1VZDrYP892KH/5bci/722e56z209ctrp9zGjlvf7Q6f0TUqWy/OfrbLol3O36JW1ByRJz6zYo88TM/XNHtffs8DJtiZz1h/U8Oc36INtx11eJhpmr6fXn5ftUuQ/12lbmvO/94v5fzTzf6wD9/Gl7/J/P0rU4OlrdbqkwuyiuIwwYhJvBZMH39+hRz9KVHaha91wVyRlaldGgeZuPFLn+eKzrt1crbC8ShMX7Gh0urNVFh3OPdeb49+xhyRJf1+5x6VlNtXcjYe1fGeGKcs22+fnG2W/FXekkSlxQXPrwn9B8/xUzcM3e7JVUW3VF8knzS6KywgjPsowDG05nGc36eaVVOiRDxIUl5rr0Pvll1a6VI5qB7osO2PfySKHpvv1vHhFz9nkltFdmyI1u1ivrE3VXz+tXzuG5qu5Bgp3mfp5ijILyvVW3GEVltGrzlU0iv4RYeQiq3ZnafJHiSqtqHvmX1Dm2sHcVV/uOqnfvrddP5/znc3XX1i1X2v2Zuu/F/7g1XI1pLzS4raNKyWzUJL0acIJt7yfqxztvny2yqJZa1OVlH7GwyVyXWW1VWWVrtVowVxvxB7Sfy/c4dB4Rt7wyY503fv2Vv1rTaqetHEZuzkzDEOniv33coivIoxcZPLHiVqVkqV3vqtbLf2X5d7Z4P7vkyT99r1tWn++RqDAzllHVmG5V8rjqOzCsxo0bY0mng9HKScK9cmO9BaT/N/5Lk1vbjysX721teY5X/voN86M1VXT1toMJN7oKOFr34c/mb3+oOJST2nt3myPL6vaYnVou806f+l3y+E8TxfJpzy+NFnXv7DB5UvVsI3eNHacvuiyxtYjzm9wuzIK1KtTW3VxohfIl7vOXfMLbuXdnFhRbVFltVUdQi7qNeHgUerzpHM1GJsOnpIkjX1zsySpS/tg3XFVuMvlqvSRM8HGHMytP1qprx17L1yqO5hToqERHeu8Rq9N9/FkL6qKqqZtD42t5vzSSt368rcaeWU3vfnAtU1aVnPly+0yfG2f4wyXjnhz585V3759FRISohEjRmjHjsYbJErSkiVLFBAQoHHjxrmyWL+ScDxfv5y7Rdc9v8Hm6439aCqqPXsQLiyr0h8W79SaPefOtG58MVZD/rFOxWfde/334EVDijd00KuyWLX1cJ7KKy01z317wLE2MWZLTi8wuwge5Z6s4j+7Sn8Jwe72eeIJlVZa9PVu13vLAa5wOowsXbpUMTExmj59uhITExUZGalRo0YpN7fhg8axY8f0l7/8RbfeeqvLhTXTxTvjPScLG5x+86H6XSF96exz9vpUrduXo0c+TNDrGw7pzPnLQXsdbGDqCbPWpeqB97Zr8seJppXhYo6us8wC37pshnNcbYh6tsrS+EQA3MbpMDJnzhw9/PDDmjRpkq666irNmzdP7dq104IFC+zOY7FY9Nvf/lYzZszQ5Zdf3qQC+4rGrhdaPXSBfO7Gw3rve1eHYTeUe/5Ou7UbYL26wbmRZD3lg/hz44i4ozYk/XSZNvpJrYo/cEeQbiltRny5J44zo6gmpp/Rb96N157zjcntfawWslo9gu/uR06FkcrKSiUkJCg6OvrHNwgMVHR0tOLj4+3O989//lPdunXT73//e4eWU1FRoaKiojoPf7My2fGb5jkqt/isXlmbqudX7VelC5dxnl25Rze8GKsVSY73UHH3brUp7+fMAfGnr2zUpEU/tLjGdY6w9TX68gHUV7S0A8c9b23VtrR83T9/m9lFQQvgVBjJy8uTxWJReHjdBonh4eHKzrbdynvz5s16//33NX/+fIeXM3PmTIWFhdU8IiIinCmmRzh7X4bjp8safN2VXia1G69ZXdgzfrQ9XZI0a+1Bt5+l+upZr6ldbRv5TnKLz+pAtn8EbX+NKq42JvXV3/MpE0bYpNeI/3DluFJtsWpb2mnTL016tMtGcXGxHnzwQc2fP19dunRxeL6pU6eqsLCw5pGRYf7olyUVjm+Q9gYqc+cOrnY22rAvR3/7dFeDPyZ/GErdXw94rrrhhVjd9dr3On661KvL9aW2S77KV7+jl7454FKtaFMlpZ+xG0p89KuCg/797WH95t1teuTDBFPL4VTX3i5duigoKEg5OXVHxczJyVH37t3rTX/kyBEdO3ZMY8eOrXnOaj23IbVq1Uqpqanq379/vfmCg4MVHOxfN0WrbY6Td/NtqocW75QkXXbpJZo88gqb03yyI92bRapRVF4lq9VQYOC5XVZDNUwt9a6gu08U6rJLL/Ha8sy6JOOjlQ02+fIvsfhslcs3jWzsc9nbBmuPn+Pv3ubWBnUsjj8mSYpLPWVqOZyqGWnTpo2GDx+u2NjYmuesVqtiY2MVFRVVb/orr7xSKSkpSk5Ornn84he/0MiRI5WcnOwTl188oazSteoue1VsVuuPDU8b4uj9Zxo75lushiqqLQ1O29BbvL/5aM3f72xK0+/e366887VF/pY3LLWuh7l7aHwA3vfymgNmFwE2OH2ZJiYmRvPnz9d//vMf7d+/X48++qhKS0s1adIkSdKECRM0depUSVJISIgGDx5c59GxY0d16NBBgwcPVps2bdz7afzU5kN5uvftrTqUW2Lz9ZhlybrhxVi3jr7Y0LX0u1//XkNnrK8z3odUd0j88osuCb2yNrXm7+e+3lfnta1HTuu65zfozW8PNaXIpiiqNRz8mWZ8D47GQmJLrbVC47xd47X5UJ5mfrPfZ4bGh3s4PQLr+PHjderUKU2bNk3Z2dkaOnSo1qxZU9OoNT09XYGBjDJvS+39ee0N+Hfvb5ckPfKB7Wt2K8+P+Dd342FPFa2O1PMDlV08lkpprXBSbXF+FzRr3UF9+kj9GrQLmtvhrnbgq32pymyu5ArfKLl/8Kfctmp3lr7clalZv46sP/qyj7qwv+zdsa0ejOprbmGaiHvc/Mil4eCnTJmiKVOm2HwtLi6uwXkXLVrkyiJ9wva0+gOZOaOxBqwXD0Hv9Ps7eI7isztLB8q1P6tIH20/rv/7+U/UrUOI54vkpi8rZlmyXvvNMLe8l78y4z5FdFlu2IUBBvt1OaKnRl9pcmmcc+KM/w806MlBJs9WWZR4/Iyu79dZrYN8v4KAe9PYYWu3Of5dx/rb57nY/a6xnXXtV5uyi83IL9eg7qE2X7v4fX1pZ24Y0ujXv5ckHcsr04cPjTC5RI5bmXzSbhjxlYadf162S36wz3K7kwXl6tYhWK1qf3jf+dm7lb1svSLphKotVnUL9d+OA56WW3RWwa2DzC6Gw55Ymqxv9mTrv2/qq3/84mq70/nKT50w4mZ/Xb5L3x9qfKAtV04Sa8/jrWv4dS4t1SqAq4t3V7G9NT5Hc7zrsK11kFdS6dDvtjFJ6WdUUF6lkQO71XvNF7/J7w6e0sQFO3TLFV3qhFtfCuEX88S2n1NUofc2H9XlXb3Xq8ufFJZX6YYXYxuf0GS5xRVamZSpu4f00Dfn7zu2aOuxBsOIryCM2OHq5r48wf7opo1dRvGFnXVurWuYJ87UHbjN08dl3939n2Pm5S3DMFRcUa1QJ6/rJxzP18Itx/TMmEENTmdtZBQ9Rz/7hS6gm58cqd6d2jk2k4kWbz0mSdrcQkbqbSxknfTheywVn62qO5ikF7fHw3Y6F/iadzedu1VIWp7jYxf5wnFHIox4hcVqKMjNjRdtnbHXfmrfySL9Zfku+/Pbef5PnyTV/P3E0l368x0DXC2i0+ixYV/Msl1akZSpz//3Jl3bp5PD8/2/t8/dpiG/ie2RnJVVeLZeGPH3SiZ/L7+vqKi26L53tmlYREenzthHvbpJJx0cvqCl88f7crXAK8TetzLJwfvUuHFn9/DindqX1fRLGQfO96xxH/8IHBarofvmxevPDQS6xrjz4LXi/G/one9cG7Cp9hllgAJ0ILuoTtftxhs/+8d6g+/bsC9XuzIKtOh8rZSjLg4ivnwprSHOjObtKR9uO66nV6T41GVoaka8INvmgGVN+xE0NnfR2YbHxHD0N7hqd5bN582uxfD0NpSUfkY7juV7diHneXuH8O2BHM1ad1A/6dbeq8v1Rfa++eZaSefqvXrcobSiWvfP3+a2g7G/rqOfz45z23tVWawuRbJnV+6RJN11dXefiXSEEZP4UCB1mMfbjDixVTjaDdrV0OTKjQgv5qur+PPztSz2Btmzxdmv0dZvxZfOwhpSWW3V7hMFZhfDFJ6sbfhkR7p2nyhsfEIHXTwoo7/IKXLP2CIWq6EbX4xVq6D668zR7dWXboLIZRof4t1dddOW5moTmIY2El9J6C2Rp6u8/7XmgIpc2PGVVFRrV0aBV4NMzLJkvbjad4cM97XtxNF1U+nmEVOdvczjz/JKKvTe92nacTRfB89fOs8rqdDp0kq3hRuzUTNix+kS7zb4kxwYZ6R211pPF8bW8tX05fvajtTfeCo0eLr6/i0Xb0429o3NOppXqrd+e63uHtKj0elLK6qb3FbqazuXJi+WmH5GmWfKNTayZ5OW501X9bA9vtAF/nrpw/PMrdX74wcJSjh+pub/q3qE+tXvzhGEEZ07yKfmFOuKrj9eQ//+kLl3MLSlzqBnjew1fHWfUlphXtXqjqP5Ona6VPdd17QbNDo6tLu/XJbwJMMwFHfQ9W3p6Pkuil/tOulQGLl//janLgU0ZR3dc74bc99LL9GQ3mEuv483/XxQuNvf0+z2Yy1B7SAiSfuyihoM3bbWyPa008ouOqtfDu3l5tK5B2FE5+4y+/yq/fqvaxrf2TVF7f2erV1gaSPXQN15fa+pg665KjnjjN3XPL1Tu++dc91cr+jW3qnusbUVllfp57PjdNuAbpp9X6Q7i+eQxr6iwrIq5RSf1YDwDu5drpPTXzjIf707q053cU9zZ5sERx07Xeo3YcTM2NBQrd4nO9K1OiVL8343XJcEO39YOpxboikfJyo9v0xPRA/Qwz+9vClFtaHp39yezEJTh7C/MIL4wO7u3Te4C21GJM07312ydvWsO89pL+yYPX2e7M3zcE8EB3e9Y2Nnuxn5dQdze/PbQ/rXRbcVt/XxAnSum3ZeSaU+S7Q/uJ0kfZOSpcT0AkeKW8fJgnIt2HzUbo+Dxr7261/YoDtf3aS9F93kMLOJg1ldvNwPtx3XC6v2Nfpd+2INoztUVnPHWHea+nmKvj+Up/c3H3Vp/ieWJutAdrHKKi16YfV+N5euaUoqqmUYhv7rjc165EPbN0N1uwZ2FFkFvjlWCzUjXlBtNbT7RIEs7uiiYSJfK73Vaii3uELdw0LqPHf3v793+D2qLFbNWndQkvRg1GXqEdbWLWV79KPEBl+vfRCv3Stg3Nwtyi2u0L6sIs36tfM1LxcaCW4+lKere9o5W3fDiqzpGji4h4Zf5lotkz9LySyw+1pLu2rhzsuRrnb79fagfo4oOlulP32cpO8OntK4od5t3+GPP0FqRrzgtQ2H9Is3t+jlNZ5voZ+UfkaPfpjgUs8Ff/PEsmTdODNWq1N+rNHKLjqrA9mOD9RWez/6wqr9+r9PkhrcuXqiHUjtWosLw/H7S42CtwZw8tQB3tcCNlxzcc3f4dwSLduZ0ehtDjyl2mLVP7/ap+/Ot5damXzSlHLYUuajXaKpGbHDE20Pdxz9cRCtC++fdsq99zy4cG+QxvjiTtjZA84X5zfwN7897FDjxgvsrdsLl+n+++a+zhXEA/Ls9OZyR28aWx/f3b10fPH31VS1exy546aCZiqrrFa7NvV3/548o/ZmjVH0nO/OLVPSnVd3V1hb5+7p1BRpp0o06rVNqrI4thWs25ut7w6e0vSxV6tNK8/XD3x3sO5Q8WfKGh4g01uoGbHD010dDRnannZaP5v9nfve08NHAHfctbdhvlG52FB7AHd9xXUaM9t406Ze0mto/Rx14iZaNe/nI+vGV+w8Zr8htq8wDEP7s4rqDQ42e12qrpq2VhtT3XP/ksYa3pvpr5/uVuSMdfqsgRuYOsbx7fG1DYccDiKS9IcPEvTR9nRN+2KPKwWzyR8vFRJGJJl1EPxil+tVd+aMM2Lu8t2lzngp/vxB3MjVBq4nzpQ16dJVtcVar0Gxq5ytks/IL1OKi71vXDlZcSZgHjlVovvmxWtTE7pFr92bo9Gvf6973q5bW/rGt4clSTO+3Ovye1/so+3HtbOR2yeYOWLq0ytSHJrOHe36qq2uNW5e8kNGvbK0pOEBCCMmyS2q0Mfb012ef+fxpp2ZNfVHXu0njXFfWZvq8xu0U4HIQ+GpsbYfF8q4fl9OnbZPz6zYoxdW1e+9MGf9QT339b5Gl/vg+zt06782asmOhreFhmpmTpwp033z4vXTVzY2urzabv3XRodvK+Cqpz7bLYvV0K6MAvV/erX6PrVKZxxY5uSPErXjWL4mLNjh8LIS08/on1/tq1mXF3pu7K81HoWnwvczK/bo3nnxKm3gd/R67KF6z2U7eBfePZn2Q+N736c59B6NSTlRqEHT1tT0rnTV6pTsJpdj9Ovfq//Tq2u64zqrpIE2g766OySMmMSZnYyjvHmWP+Orxg80zvJU+feerDs4UGMbY0PFaMqG7I72QY5+RZ66rPLw4p16+6LRVN+z0R1zx9F8vb/5aKM1LvFppyVJT33u2JnrxSxWQ7e8vFE7juV7ZQwHwzh3P5Ath087NP2SHzL09e6TevKz3TXPDXtufc3fW4/k6YNtx+vN50pIuuetrVqw5aheaUJD+aZ22b94cK4LThXbHrL8xpmxDr3vf72x2e5rz9sIwxeramAo+nc3nfs9P7MyRZXVVr30ja3vz3s71/HvxtcEyNrtDJ3h6H2nTpxxT62kO9CAVefG+G8OPN9mxLPv7/IQ8+dnPFVcYXMjrKj2bvWwvZqYrUdO6/Lzo/z66MmJ21VVN+0STmMaG+/D3QH3cG6Jnbtw23emtNJuD68H5m+XJA0M76Ab+nW2Oc1dr22q839jn+mwg6HXWyOnvrr+oM1akQuS0u3X8sYsS1amG0JmQxW5L64+oPHX92nyMtzFE71d3qj1/df+KhobL8mbCCN2+GpVVkPKKx3vZunax/PdL6XaYtX1L2xwej6nrpAEBHjkG3D2kHC2yqLx727Tjf06a+rdgzxQovq8cdya/sUehbVtrZg7B0qSQwNgHXGhtulAdpH+6WLNnqWRHcP2tNPaleF8O5QTZ8rshpGLg0x+aaUO5pRo+c4M3XNtb0X1v1QJx+v21HvGwTYSF3NnV23DMBQQENBgEJEa7gH4eWJmo8twh9MlFT67z3fHOpm9/qDN533pMxNG7PChdeQwZ/qyx6U63zAu8XiB0/M4I9dOVa4jfmiwd4NzR1JHzxhPnClT707tnHpvWyqcGM0zICBAq3ZnaVdGgXZlFNgNI/7YMPc/8ecuVzwWPUBvbTxcdwda6/Ns2JejzxJPaOY9Qxqsvrfnd+/t8EhtaH5ppcvX+J1Ruwfe8oQTOvbSGP3xgx8H2duXVaStRxq/jOTJn0h+aaXGvrFZvxrm2fugPLYk2eFp3/nuiLbbueyRml2slFrtUhZsPqo7rgpXROcL27d5R4TB09e69f18KYDURhiBwz51Q5WepzaE++c7fhBwpAz2dtS1z8Ryis66HEZqv887m9LU+ZI2+uNt/etMs2xnhu4e0kPtL7pXh6ut9f3FF8mZds/kJOmhxTslSZe2b+PQ+xmGoYTjZ9S/a3t1uqSN24PIqeIKjfn39+rdyfHRe3ccza9TE9L07eLHNygwcdyICyH4ve/TlFlQrjc3HnbpfSxWQw+fX88N+dKJHokzbbYFOeeJZcl1/v/n1/v0ytpU7X/uLn2566S+SGq4hsaf1L4040sDoNGA1R4fTY+oz5FagDrV2HXmdf380N4BxJUDi60d5d8+3V2n4aNkXpdqdzeI3XrE/qBhPzTSRfSCD7c13hvNMKQN+3N177x43eZkb5uLHc0rtblu//n1Pu09WaS1e3NszmfrN/bGt3UvXZRVWVRRbdFnCSeU42SbFMn+IHkXu3DrA0/JK6lQZbW1wTYaDbnQ0PS7g7n69oB7xkFxxNmq+gG/vMqiDfty9H+fJCnWi2Xxpqbes8qdCCNwnJ8GtIAAx1rcN/o+F/1v7+tw59e0qtbNG6X6wSsuNVeF3jgTbiSLnDhTZnOcj/3Ztm9z/sD87XbHF/lkR0a95/LPH2xdaYy8ft+5rpZNvUXCf/17s9781vkzfVvtGixWQ4988ONN0/6+co+e/3q//rx8l8Y4cW8lyfUG+GkuDH7XmCeW7tLIWXEuz79wyzGVVlT7zI0IH3KgdqY5MXMYBMII/N6eTNsHvAu+TD6ppIvuoGttYECh1SlZNttxGKrbYNIwzvXmuLjXR5kDDYkd7XrXmP9e+IN+9faWes8v/aH+Ab0pLrRTseeWlzfq2On6B7fiBgLArf9yvKYiPu20Jn+UqIHPrnF4Hme9svaA+j61yu7r1VZDq1Ky7L5uj61ar61HTmvN3rrjUVzo4ptXUmm3K6wtjQ025m1NPdt2pL0LPMPM4aNoM2KHp4eDh/cs2nqszv+V1VZd/vRqSdKB5+6yOf3F81xQ+6y9ymLVNTPW1qvinfxxUqNlsnWt9h92RsSsfYBcuze73hgXaafqh4BDuSVurzH55dz6oae2LYc9e78WV4KAM9vx3I1NG+zKHmcaKLvikQ8bvkO0GZr6W2jsBKO5OpTj+E0+mxvCiB2+2uLYTO4IaLYGePK22m0SmlKD8MmOdJvXmh0bwrv+d2kvANV2tsqqs1WOnTXvPenaUOcu88EuPI9+mKhRV4ebXYwWJ6WBEVMb83+fJKm8yncaVnrTHa9uanyiZorLNHb4y3Dn3tRw91nHNKX7ridMd+L+HBdf1vl6t/Nn6i+s2qf73olXZRMGA3PUA+9t9/gyajvrQy3zLygsr9KG/T82PmxoJE74hpYaRFo6akbQ4jjaW+NiExc2bQj/3OIKzf/+3EBe3x6w3fPCVde/sMHjYzo05oXVTW8k7An5tYZW/8kz35hYEgD2UDOCFsfVe5g09Tr2v2uNRHmywPnumw05VVyhdze554ZhAOBtLT6MZBX6Tj9rtByuNMYEgOaqxYeRe9+ON7sIAAC0aC0+jPjSCHQAAJjFzAbeLoWRuXPnqm/fvgoJCdGIESO0Y4f9hn3z58/Xrbfeqk6dOqlTp06Kjo5ucHoAAOB9r27w7O0CGuJ0GFm6dKliYmI0ffp0JSYmKjIyUqNGjVJuru2x++Pi4nT//fdr48aNio+PV0REhO68805lZjafGw8BAODvzpQ6do8jTwgwnByMfsSIEbr++uv15ptvSpKsVqsiIiL0pz/9SU899VSj81ssFnXq1ElvvvmmJkyY4NAyi4qKFBYWpsLCQoWGhjpT3AY9+eluLd3p3mGzAQDwR/dd11v/ujfSre/p6PHbqZqRyspKJSQkKDo6+sc3CAxUdHS04uMdawhaVlamqqoqde7c2e40FRUVKioqqvPwBIIIAADnuPvu3M5wKozk5eXJYrEoPLzu8Mrh4eHKzs62M1ddTz75pHr27Fkn0Fxs5syZCgsLq3lEREQ4U0wAAOAkM+/o4NXeNC+99JKWLFmiFStWKCQkxO50U6dOVWFhYc0jI4MaDAAAmiunhoPv0qWLgoKClJNTdyjrnJwcde/evcF5Z82apZdeekkbNmzQNddc0+C0wcHBCg4OdqZoAACgCQJMrBpxqmakTZs2Gj58uGJjY2ues1qtio2NVVRUlN35/vWvf+m5557TmjVrdN1117leWgAA4BFmXqZx+kZ5MTExmjhxoq677jrdcMMNeu2111RaWqpJkyZJkiZMmKBevXpp5syZkqSXX35Z06ZN08cff6y+ffvWtC1p37692rdv78aPAgAA/JHTYWT8+PE6deqUpk2bpuzsbA0dOlRr1qypadSanp6uwMAfK1zefvttVVZW6t57763zPtOnT9c//vGPppUeAAD4PafDiCRNmTJFU6ZMsflaXFxcnf+PHTvmyiIAAIAXmXiVhnvTAACAFtS1FwAA+Ca/GfQMAAA0T9SMAAAAU9FmBAAAmMpvBj0DAADNk2EYpi2bMAIAAKgZAQAALRdhBAAA0JsGAACYKym9wLRlE0YAAIBKKqpNWzZhBAAAKJDLNAAAwEyB9KYBAAAtFWEEAAAwzggAADAXbUYAAICpGGcEAACYKsDE+/YSRgAAAJdpAACAuWjACgAATEXNCAAAMBWDngEAgBaLMAIAAExFGAEAAFymAQAA5go0MREQRgAAAIOeAQAAc1EzAgAATEXNCAAAMBU3ygMAAKZiOHgAAGCqK7q2N23ZhBEAAKDendqatmyXwsjcuXPVt29fhYSEaMSIEdqxY0eD0y9fvlxXXnmlQkJCNGTIEK1evdqlwgIAAM/wqzYjS5cuVUxMjKZPn67ExERFRkZq1KhRys3NtTn91q1bdf/99+v3v/+9kpKSNG7cOI0bN0579uxpcuEBAIB7mJhFnA8jc+bM0cMPP6xJkybpqquu0rx589SuXTstWLDA5vSvv/667rrrLv31r3/VoEGD9Nxzz+naa6/Vm2++2eTCAwAA9/CbBqyVlZVKSEhQdHT0j28QGKjo6GjFx8fbnCc+Pr7O9JI0atQou9NLUkVFhYqKiuo8AACA50T1v9S0ZTsVRvLy8mSxWBQeHl7n+fDwcGVnZ9ucJzs726npJWnmzJkKCwureURERDhTTAAA4KQB4R1MW3Yr05bcgKlTpyomJqbm/6KiIo8EkiMv3q13Nh3R0N4dtSIpU58nZeofv7ha1RarViRlaveJwpppf39LP13ft7Oe+3qfOrZrrev7dtaRUyX6/lCefjWsl1IyC9W/6yU6frpMJwvKFdq2tU6cKZckLfnDjTqUW6LrLuuk2etSFdwqSIGBAUo/XapdJwq1cNL1Wrz1mIrPVsuQlHD8jMZc00MypFUpWZKksLatVVJRLYvVqPc5OrVrrTNlVeraIVijrg5Xq8BALf0hQ93DQjQh6jLtO1mk5QkndNfV3XVZl3ZavvOEIjq1VeugQN10RRedLqlQZkG54lJP6ZYruigls1CDenRQh5DWyi+tVICkgvIqHc4t0Uv3DNElwa0U2bujfvrKRv10QFdtOnhKP7+ym2IPnGs39Ny4wTpbadHXu0/qgRF99ORnKZKkMdf00KrdWTXlDmvbWoXlVRoa0VF//OnluqpnqNbuzdb2tHzFHTylPp3b6WheqSSpVWCAqs9/9uBWgfr5oG76y50Ddfx0mZ5duUcV1Rb91zU9lZh+ps56i+jcVhn55TX/P/fLqzXty70KbhWo1kGBKj5bLUkKaR2o6/t21v6sYnVp30bX9A5TaYVFmw6eUlT/SxVz5wA9s2KPEo6f0eBeodqTWaReHduq6GyVPvj9CPW79BJ9uP24ru/bWR9vP66fDQrXu5uOKLuwQtVWqyI6tdOIfp11edf22piaq/X7ctQjLEQlZ6sVFBSgHmFttT/rXA3gS/cMUbfQYH21K0srkjIlSXdd3V07j+crr6RSV/cM1aAeodpxNF8j+nXW8oQT6tYhWLnFFZKkGy/vrJEDu+lUcYXOVlv0acIJdW7XRmOH9lRGfpluuaKris5Wad/JImUXntWYa3poWJ+OmrP+oOJST9V8V306t9PYyB66vEt7peWVaO7GI2rXJkiSNDSio24f2FWHc0sUoAD16tRWc9YfrJn36p6hCmkdpITjZzRuaE+tTD6p4Zd10l/uHKiMM2X6dOcJ7T1ZqPCwEN3U/1K1bR2kS9sHKy41V4dySlRaWa3r+3aWJA2L6Khqq6GjeaUaGtFR5VUWRfbuqBlf7dXPB4WrXZsgpeWVqn/X9jqSW6LBvcL04bbjCmvbWvvOf6ev/2aoDmQX68ruHZRTdFaBAQHamJqrbh1CVGWxqqDs3O/wzY2HJUl9L22nJ++6Uq+sTVV5lUV/u2ugThac1c5j+Yrqf6ksVumL5EwNv6yTQtu21uKtx3RFt/bq2iFE29NOK7h1kG7qf6mu69tJEZ3aqaC8Ul8mn9TG1FP61bBe2nuyUL07tVN5pUUDu3fQpZe0kcUwtHDLMfXu1FZ/+OnleumbA8oqPKufdGuvm6/oovJKi/585wC9HntIiekF6hDSSgnHz8hiNRQa0kpF53/Lj9zWX8dPl2r3iUI9MKKPjuaValifjko7VarLLm2nE2fK1a/LJTp2ulTvfJem0YO7KzAgQKdLK/Tr4REqKK9SZO8wFZ2tUoACtDI5U1/uOqkb+nZWYECA2oe0UuaZcp0urdCQXmEKDWmtVkEBWrbzRM367xEWoj/97Cd6ekWKenVsq8yCc9vgfdf1VqdL2uh4Xpl+OJavv4waqJMF5WoTFKj1+3PUM6ytyqss2pdVpPDQYO3JLFLU5ZfqpwO6Kj2/TJXVVnVq11qrUrJ024CuOnKqRPff0EeLth7T7hOF6tohWBGd2qpL+2BlF51VgKSfhHfQ/97eX98eyNXK5EwdP12muwf30JDeYerZMUQWq3SmrFJPf56ia3qHKar/pcorrtSB7CKl5hTrbJVVtw3oqsAA6UxZlcLattbmw3nqHhqizIJy/XJoT32RfFKSNHJgV3W6pI1Ol1QqrG1rnSwo176sIv3sym4qrajWbQO6ympIIy7vrBlf7dPuEwWqthjq3amtruoZqtUpdU/Sn7l7kHp2bKujeSW6vGt7pWQWqkv7YEUP6qb3Nx9VRZVVB3KKZbUaOphTrGV/jFKVxarjp8u0bGeGMvLLZDEMBQUEqPhstcYO7akrurbXP7/epz/edrn2ZxWrZ1iIhkZ0VGREx3rHFm8KMAyj/tHNjsrKSrVr106ffvqpxo0bV/P8xIkTVVBQoC+++KLePH369FFMTIwef/zxmuemT5+ulStXateuXQ4tt6ioSGFhYSosLFRoaKijxQUAACZy9Pjt1GWaNm3aaPjw4YqNja15zmq1KjY2VlFRUTbniYqKqjO9JK1fv97u9AAAoGVx+jJNTEyMJk6cqOuuu0433HCDXnvtNZWWlmrSpEmSpAkTJqhXr16aOXOmJOmxxx7TbbfdptmzZ2vMmDFasmSJdu7cqXfffde9nwQAAPglp8PI+PHjderUKU2bNk3Z2dkaOnSo1qxZU9NINT09XYG17kN800036eOPP9azzz6rp59+Wj/5yU+0cuVKDR482H2fAgAA+C2n2oyYhTYjAAD4H4+0GQEAAHA3wggAADAVYQQAAJiKMAIAAExFGAEAAKYijAAAAFMRRgAAgKkIIwAAwFSEEQAAYCqnh4M3w4VBYouKikwuCQAAcNSF43Zjg737RRgpLi6WJEVERJhcEgAA4Kzi4mKFhYXZfd0v7k1jtVp18uRJdejQQQEBAW5736KiIkVERCgjI4N73vg41pX/YF35D9aV//DXdWUYhoqLi9WzZ886N9G9mF/UjAQGBqp3794ee//Q0FC/WrktGevKf7Cu/Afryn/447pqqEbkAhqwAgAAUxFGAACAqVp0GAkODtb06dMVHBxsdlHQCNaV/2Bd+Q/Wlf9o7uvKLxqwAgCA5qtF14wAAADzEUYAAICpCCMAAMBUhBEAAGCqZh9G5s6dq759+yokJEQjRozQjh07Gpx++fLluvLKKxUSEqIhQ4Zo9erVXiopnFlXixYtUkBAQJ1HSEiIF0vbMm3atEljx45Vz549FRAQoJUrVzY6T1xcnK699loFBwfriiuu0KJFizxeTji/ruLi4uptUwEBAcrOzvZOgVuwmTNn6vrrr1eHDh3UrVs3jRs3TqmpqY3O15yOV806jCxdulQxMTGaPn26EhMTFRkZqVGjRik3N9fm9Fu3btX999+v3//+90pKStK4ceM0btw47dmzx8slb3mcXVfSuZEIs7Kyah7Hjx/3YolbptLSUkVGRmru3LkOTX/06FGNGTNGI0eOVHJysh5//HE99NBDWrt2rYdLCmfX1QWpqal1tqtu3bp5qIS44LvvvtPkyZO1bds2rV+/XlVVVbrzzjtVWlpqd55md7wymrEbbrjBmDx5cs3/FovF6NmzpzFz5kyb0993333GmDFj6jw3YsQI449//KNHywnn19XChQuNsLAwL5UOtkgyVqxY0eA0f/vb34yrr766znPjx483Ro0a5cGS4WKOrKuNGzcakowzZ854pUywLzc315BkfPfdd3anaW7Hq2ZbM1JZWamEhARFR0fXPBcYGKjo6GjFx8fbnCc+Pr7O9JI0atQou9PDPVxZV5JUUlKiyy67TBEREfrlL3+pvXv3eqO4cALblP8ZOnSoevTooTvuuENbtmwxuzgtUmFhoSSpc+fOdqdpbttWsw0jeXl5slgsCg8Pr/N8eHi43Wug2dnZTk0P93BlXQ0cOFALFizQF198oQ8//FBWq1U33XSTTpw44Y0iw0H2tqmioiKVl5ebVCrY0qNHD82bN0+fffaZPvvsM0VEROj2229XYmKi2UVrUaxWqx5//HHdfPPNGjx4sN3pmtvxyi/u2gtcLCoqSlFRUTX/33TTTRo0aJDeeecdPffccyaWDPBPAwcO1MCBA2v+v+mmm3TkyBG9+uqr+uCDD0wsWcsyefJk7dmzR5s3bza7KF7VbGtGunTpoqCgIOXk5NR5PicnR927d7c5T/fu3Z2aHu7hyrq6WOvWrTVs2DAdPnzYE0WEi+xtU6GhoWrbtq1JpYKjbrjhBrYpL5oyZYq+/vprbdy4Ub17925w2uZ2vGq2YaRNmzYaPny4YmNja56zWq2KjY2tc0ZdW1RUVJ3pJWn9+vV2p4d7uLKuLmaxWJSSkqIePXp4qphwAduUf0tOTmab8gLDMDRlyhStWLFC3377rfr169foPM1u2zK7Ba0nLVmyxAgODjYWLVpk7Nu3z/jDH/5gdOzY0cjOzjYMwzAefPBB46mnnqqZfsuWLUarVq2MWbNmGfv37zemT59utG7d2khJSTHrI7QYzq6rGTNmGGvXrjWOHDliJCQkGL/5zW+MkJAQY+/evWZ9hBahuLjYSEpKMpKSkgxJxpw5c4ykpCTj+PHjhmEYxlNPPWU8+OCDNdOnpaUZ7dq1M/76178a+/fvN+bOnWsEBQUZa9asMesjtBjOrqtXX33VWLlypXHo0CEjJSXFeOyxx4zAwEBjw4YNZn2EFuPRRx81wsLCjLi4OCMrK6vmUVZWVjNNcz9eNeswYhiG8cYbbxh9+vQx2rRpY9xwww3Gtm3bal677bbbjIkTJ9aZftmyZcaAAQOMNm3aGFdffbWxatUqL5e45XJmXT3++OM104aHhxt33323kZiYaEKpW5YL3T8vflxYNxMnTjRuu+22evMMHTrUaNOmjXH55ZcbCxcu9Hq5WyJn19XLL79s9O/f3wgJCTE6d+5s3H777ca3335rTuFbGFvrSVKdbaW5H68CDMMwvF0bAwAAcEGzbTMCAAD8A2EEAACYijACAABMRRgBAACmIowAAABTEUYAAICpCCMAAMBUhBEAAFqoTZs2aezYserZs6cCAgK0cuVKp9/DMAzNmjVLAwYMUHBwsHr16qUXXnjBqffgrr0AALRQpaWlioyM1P/8z//onnvucek9HnvsMa1bt06zZs3SkCFDlJ+fr/z8fKfegxFYAQCAAgICtGLFCo0bN67muYqKCj3zzDP65JNPVFBQoMGDB+vll1/W7bffLknav3+/rrnmGu3Zs0cDBw50edlcpgEAADZNmTJF8fHxWrJkiXbv3q1f//rXuuuuu3To0CFJ0ldffaXLL79cX3/9tfr166e+ffvqoYcecrpmhDACAADqSU9P18KFC7V8+XLdeuut6t+/v/7yl7/olltu0cKFCyVJaWlpOn78uJYvX67Fixdr0aJFSkhI0L333uvUsmgzAgAA6klJSZHFYtGAAQPqPF9RUaFLL71UkmS1WlVRUaHFixfXTPf+++9r+PDhSk1NdfjSDWEEAADUU1JSoqCgICUkJCgoKKjOa+3bt5ck9ejRQ61ataoTWAYNGiTpXM0KYQQAALhs2LBhslgsys3N1a233mpzmptvvlnV1dU6cuSI+vfvL0k6ePCgJOmyyy5zeFn0pgEAoIUqKSnR4cOHJZ0LH3PmzNHIkSPVuXNn9enTR7/73e+0ZcsWzZ49W8OGDdOpU6cUGxura665RmPGjJHVatX111+v9u3b67XXXpPVatXkyZMVGhqqdevWOVwOwggAAC1UXFycRo4cWe/5iRMnatGiRaqqqtLzzz+vxYsXKzMzU126dNGNN96oGTNmaMiQIZKkkydP6k9/+pPWrVunSy65RKNHj9bs2bPVuXNnh8tBGAEAAKaiay8AADAVYQQAAJiKMAIAAExFGAEAAKYijAAAAFMRRgAAgKkIIwAAwFSEEQAAYCrCCAAAMBVhBAAAmIowAgAATEUYAQAApvr/eQx5eKEMXmIAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pl.plot(np.abs(wv))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "wva = np.abs(wv[::2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.059402198\n"
     ]
    }
   ],
   "source": [
    "window = 200\n",
    "total_len = len(wva)\n",
    "means = (\n",
    "    np.array(wva[: total_len // window * window])\n",
    "    .reshape(-1, window)\n",
    "    .mean(axis=1)\n",
    ")\n",
    "noise_floor = min(means)\n",
    "print(noise_floor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "min_sig_amp = 3.162 * noise_floor\n",
    "pj = np.zeros(wva.shape,dtype=np.int8)\n",
    "pj[wva>min_sig_amp] = 1\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "preamble = [1, 0, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0]\n",
    "preamble = np.array(preamble)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "xc = signal.correlate(1-2*pj,1-2*preamble,'valid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x12c546150>]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pl.plot(xc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x12c587990>]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xca = signal.correlate(wva,2*preamble-1,'valid')\n",
    "pl.plot(xca)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 21411  21529 198195 322114 344658 345458 621596 699300 701300 971750]]\n"
     ]
    }
   ],
   "source": [
    "fa_start = np.argwhere(xca>noise_floor*2)\n",
    "\n",
    "print(fa_start.transpose())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[  18527   21411   21529   55940   92983   92990   93018  153771  198195\n",
      "   203248  226908  255671  322114  344658  345075  345458  455226  515403\n",
      "   545232  573524  613494  613582  617423  699300  701300  894116  908819\n",
      "   908838  923608  941420  958160  988202 1003334 1017760]]\n"
     ]
    }
   ],
   "source": [
    "fstart = np.argwhere(xc>16*0.8)\n",
    "\n",
    "print(fstart.transpose())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fstart = fa_start[:20]\n",
    "fsize = fstart.shape[0]\n",
    "for i in range(fsize):\n",
    "    s = fstart[i][0]\n",
    "    pl.subplot(fsize,1,i+1)\n",
    "    pl.plot(wva[s:s+120*2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pyModeS as pms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "21411 [0 0 1 0 0 0 0 1 0 1 0 0 0 0 0 0]\n",
      "BAF0217203FD79\n",
      "23 57\n",
      "21529 [1 0 1 0 1 0 0 1 0 1 0 0 0 0 0 0]\n",
      "C\n",
      "12 11\n",
      "198195 [0 0 1 0 0 0 0 1 0 1 0 0 0 0 0 0]\n",
      "2000091A869BE9FB\n",
      "4 64\n",
      "322114 [1 0 1 0 0 0 0 1 0 1 0 0 0 0 0 0]\n",
      "A000091AC529D91CA2844E9704BA\n",
      "20 112\n",
      "344658 [0 0 1 0 0 0 0 1 0 1 0 0 0 0 0 0]\n",
      "A8000A1580184B28200492D2952C\n",
      "21 112\n",
      "345458 [0 0 1 0 0 0 0 1 0 1 0 0 0 0 0 0]\n",
      "2A08028569220\n",
      "5 50\n",
      "621596 [0 0 1 0 1 0 0 1 1 1 1 1 0 0 0 0]\n",
      "1\n",
      "1 3\n",
      "699300 [1 0 1 0 0 0 0 1 0 1 0 0 0 0 0 0]\n",
      "2000091A869BC9\n",
      "4 56\n",
      "701300 [1 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0]\n",
      "5040142B962721\n",
      "10 57\n",
      "971750 [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n",
      "ACE4B66\n",
      "21 29\n"
     ]
    }
   ],
   "source": [
    "msgbin = [] \n",
    "for i in range(fsize):\n",
    "    msgbin.append([])\n",
    "    start = fstart[i][0]\n",
    "    print(start,pj[start:start+16])\n",
    "    frame_start = start+16\n",
    "    frame_length = 113 * 2\n",
    "    frame_end = frame_start + frame_length\n",
    "    frame_pulses = wva[frame_start:frame_end]\n",
    "\n",
    "    threshold = max(frame_pulses) * 0.2\n",
    "\n",
    "    for j in range(0, frame_length, 2):\n",
    "        j_2 = j + 2\n",
    "        p2 = frame_pulses[j:j_2]\n",
    "        if len(p2) < 2:\n",
    "            break\n",
    "\n",
    "        if p2[0] < threshold and p2[1] < threshold:\n",
    "            break\n",
    "        elif p2[0] >= p2[1]:\n",
    "            c = 1\n",
    "        elif p2[0] < p2[1]:\n",
    "            c = 0\n",
    "        else:\n",
    "            msgbin[i] = []\n",
    "            break\n",
    "        msgbin[i].append(c)\n",
    "        \n",
    "    if len(msgbin[i]) > 0:\n",
    "        msghex = pms.bin2hex(\"\".join([str(i) for i in msgbin[i]]))\n",
    "        print(msghex)\n",
    "        print(pms.df(msghex),len(msgbin[i]))\n",
    "\n",
    "# print(msgbin)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x13c333a50>]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cut = 161058*2\n",
    "wv_cut = wv[cut-4:cut+256]\n",
    "pl.plot(wv_cut.real)\n",
    "pl.plot(wv_cut.imag)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "window = 56\n",
    "total_len = len(wva)\n",
    "power = (\n",
    "    np.array(wva[: total_len // window * window])\n",
    "    .reshape(-1, window)\n",
    "    .mean(axis=1)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x13c23e8d0>]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pl.plot(power)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.11.3 ('venv': venv)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.3"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "160761bc1a904adbbd606c3a9b02244365b1a540f860a2c66cbc5cbd24c54900"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
